Feast is an open source feature store for machine learning, developed as a collaboration between Gojek and Google. Feast aims to: 

  • Provide scalable and performant access to feature data for ML models during training or serving
  • Provide a consistent view of features for both training and serving
  • Enable re-use of features through discovery, documentation, and metadata tracking
  • Ensures model performance by tracking, validating, and monitoring features in production

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